Intuitive explaination of PID control

This 2015 YouTube video from Aerospace Controls Lab is a great explainer of PID control theory.

In under five minutes the authors have explained each element of PID and demonstrated how it impacts the a robot.

Another great primer on PID is Tim Wescott's "PID without a PhD". It goes into more detail as it is a written publication.